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The efficacy of feature selection methods in dimensionality reduction and enhancing the performance of learning algorithms has been well documented. Traditional feature selection algorithms often grapple with delineating non-linear relationships between features and responses. While deep neural networks excel in capturing such non-linearities, their inherent "black-box" nature detracts from their interpretability. Furthermore, the complexity of deep network architectures can give rise to prolonged training durations and the challenge of vanishing gradients. This study aims to refine network structures, hasten network training, and bolster model interpretability without forfeiting accuracy. This paper delves into a sparse-weighted feature selection approach grounded in convolutional neural networks, termed the low-dimensional sparse-weighted feature selection network (LSWFSNet). LSWFSNet integrates a convolutional selection kernel between the input and convolutional layers, facilitating weighted convolutional calculations on input data while imposing sparse constraints on the selection kernel. Features with significant weights in this kernel are earmarked for subsequent operations in the LSWFSNet computational domain, while those with negligible weights are eschewed to diminish model intricacy. By streamlining the network's input data, LSWFSNet refines the post-convolution feature maps, thus simplifying its structure. Acknowledging the intrinsic interconnections within the data, our study amalgamates diverse sparse constraints into a cohesive objective function. This ensures the convolutional kernel's sparsity while acknowledging the structural dynamics of the data. Notably, the foundational convolutional network in this method can be substituted with any deep convolutional network, contingent upon suitable adjustments to the convolutional selection kernel in relation to input data dimensions. The LSWFSNet model was tested on human emotion electroencephalography (EEG) datasets curated by Shanghai Jiao Tong University. When various sparse constraint methodologies were employed, the convolutional kernel manifested sparsity. Regions in the convolutional selection kernel with non-zero weights were identified as having strong correlations with emotional responses. The empirical outcomes not only resonate with extant neuroscience insights but also supersede the baseline network in accuracy metrics. LSWFSNet's applicability extends to pivotal tasks like keypoint recognition, be it the extraction of salient pixels in facial detection models or the isolation of target attributes in object detection frameworks. This study's significance is anchored in the amalgamation of sparse constraint techniques with deep convolutional networks, supplanting traditional fully connected networks. This fusion amplifies model interpretability and broadens its applicability, notably in image processing arenas. [ABSTRACT FROM AUTHOR]

Senescence of vascular smooth muscle cells (VSMCs) contributes to aging-related cardiovascular diseases by promoting arterial remodelling and stiffness. Ferroptosis is a novel type of regulated cell death associated with lipid oxidation. Here, we show that pro-ferroptosis signaling drives VSMCs senescence to accelerate vascular NAD+ loss, remodelling and aging. Pro-ferroptotic signaling is triggered in senescent VSMCs and arteries of aged mice. Furthermore, the activation of pro-ferroptotic signaling in VSMCs not only induces NAD+ loss and senescence but also promotes the release of a pro-senescent secretome. Pharmacological or genetic inhibition of pro-ferroptosis signaling, ameliorates VSMCs senescence, reduces vascular stiffness and retards the progression of abdominal aortic aneurysm in mice. Mechanistically, we revealed that inhibition of pro-ferroptotic signaling facilitates the nuclear-cytoplasmic shuttling of proliferator-activated receptor-γ and, thereby impeding nuclear receptor coactivator 4-ferrtin complex-centric ferritinophagy. Finally, the activated pro-ferroptotic signaling correlates with arterial stiffness in a human proof-of-concept study. These findings have significant implications for future therapeutic strategies aiming to eliminate vascular ferroptosis in senescence- or aging-associated cardiovascular diseases. Ferroptosis is a novel form of regulated cell death associated with lipid oxidation. Here, the authors demonstrate that the proferroptosis signal is activated and drives vascular aging by inducing senescence in vascular smooth muscle cells. [ABSTRACT FROM AUTHOR]

Postsynaptic NMDARs at spinal synapses are required for postsynaptic long-term potentiation and chronic pain. However, how presynaptic NMDARs (PreNMDARs) in spinal nociceptor terminals control presynaptic plasticity and pain hypersensitivity has remained unclear. Here we report that PreNMDARs in spinal nociceptor terminals modulate synaptic transmission in a nociceptive tone-dependent manner. PreNMDARs depresses presynaptic transmission in basal state, while paradoxically causing presynaptic potentiation upon injury. This state-dependent modulation is dependent on Ca2+ influx via PreNMDARs. Small conductance Ca2+-activated K+ (SK) channels are responsible for PreNMDARs-mediated synaptic depression. Rather, tissue inflammation induces PreNMDARs-PKG-I-dependent BDNF secretion from spinal nociceptor terminals, leading to SK channels downregulation, which in turn converts presynaptic depression to potentiation. Our findings shed light on the state-dependent characteristics of PreNMDARs in spinal nociceptor terminals on modulating nociceptive transmission and revealed a mechanism underlying state-dependent transition. Moreover, we identify PreNMDARs in spinal nociceptor terminals as key constituents of activity-dependent pain sensitization. Postsynaptic NMDARs at spinal synapses are required for postsynaptic long-term potentiation and chronic pain. Here, the authors show that also presynaptic NMDARs in spinal nociceptor terminals modulate synaptic transmission in a nociceptive tone-dependent manner. [ABSTRACT FROM AUTHOR]

Structural degradation in manganese oxides leads to unstable electrocatalytic activity during long-term cycles. Herein, we overcome this obstacle by using proton exchange on well-defined layered Li2MnO3 with an O3-type structure to construct protonated Li2-xHxMnO3-n with a P3-type structure. The protonated catalyst exhibits high oxygen reduction reaction activity and excellent stability compared to previously reported cost-effective Mn-based oxides. Configuration interaction and density functional theory calculations indicate that Li2-xHxMnO3-n has fewer unstable O 2p holes with a Mn3.7+ valence state and a reduced interlayer distance, originating from the replacement of Li by H. The former is responsible for the structural stability, while the latter is responsible for the high transport property favorable for boosting activity. The optimization of both charge states to reduce unstable O 2p holes and crystalline structure to reduce the reaction pathway is an effective strategy for the rational design of electrocatalysts, with a likely extension to a broad variety of layered alkali-containing metal oxides. Structural degradation in manganese oxides leads to unstable activity during long-term cycles. Herein, authors demonstrated that reduced unstable O 2p holes and the short interlayer distance of layered lithium manganese oxide are favorable for excellent electrocatalytic stability and activity. [ABSTRACT FROM AUTHOR]

Tweety-homolog 1 (Ttyh1) is expressed in neural tissue and has been implicated in the generation of several brain diseases. However, its functional significance in pain processing is not understood. By disrupting the gene encoding Ttyh1, we found a loss of Ttyh1 in nociceptors and their central terminals in Ttyh1-deficient mice, along with a reduction in nociceptor excitability and synaptic transmission at identified synapses between nociceptors and spinal neurons projecting to the periaqueductal grey (PAG) in the basal state. More importantly, the peripheral inflammation-evoked nociceptor hyperexcitability and spinal synaptic potentiation recorded in spinal-PAG projection neurons were compromised in Ttyh1-deficient mice. Analysis of the paired-pulse ratio and miniature excitatory postsynaptic currents indicated a role of presynaptic Ttyh1 from spinal nociceptor terminals in the regulation of neurotransmitter release. Interfering with Ttyh1 specifically in nociceptors produces a comparable pain relief. Thus, in this study we demonstrated that Ttyh1 is a critical determinant of acute nociception and pain sensitization caused by peripheral inflammation. [ABSTRACT FROM AUTHOR]

In this study, we consider a technological approach to obtain a high perpendicular magnetic anisotropy of the Co/Pd multilayers deposited on nanoporous TiO2 templates of different types of surface morphology. It is found that the use of templates with homogeneous and smoothed surface relief, formed on silicon wafers, ensures conservation of perpendicular anisotropy of the deposited films inherent in the continuous multilayers. Also, their magnetic hardening with doubling of the coercive field is observed. However, inhomogeneous magnetic ordering is revealed in the porous films due to the occurrence of magnetically soft regions near the pore edges and/or inside the pores. Modeling of the field dependences of magnetization and electrical resistance indicates that coherent rotation is the dominant mechanism of magnetization reversal in the porous system instead of the domain-wall motion typical of the continuous multilayers, while their magnetoresistance is determined by electron-magnon scattering, similarly to the continuous counterpart. The preservation of spin waves in the porous films indicates a high uniformity of the magnetic ordering in the fabricated porous systems due to a sufficiently regular pores array introduced into the films, despite the existence of soft-magnetic regions. The results are promising for the design and fabrication of future spintronic devices. [ABSTRACT FROM AUTHOR]

Numerous studies have shown that microbiomes play an important role in the pathogenesis of chronic rhinosinusitis (CRS). In addition to a known short pentraxin, C-reactive protein, long pentraxin 3 (PTX3) belongs to pentraxin family which detects conserved microbial pentraxin motifs and mobilizes early defense against foreign invaders, but its participation in CRS remains unclear. In the present study, through an intensive screening, peptidoglycan (PGN) was selected as a main material to investigate the action mechanism of a cell wall component on CRS without nasal polyps (CRSsNP) nasal mucosa-derived fibroblasts and the PTX3 expression in human nasal mucosa tissue and discharge. The PGN not only enhanced PTX3 mRNA and protein production in cells but also caused marked PTX3 secretion into extracellular space. The pharmacological interventions indicated that the PTX3 induction was mediated mainly through toll-like receptor 2 (TLR2), phosphoinositide-phospholipase C (PI-PLC), protein kinase C (PKC), NF-κB, and cAMP response element binding protein (CREB), which was further confirmed by the observations that a direct PKC activator (phorbol ester) had a similar inductory effect on PTX3 expression/production and the siRNA interference knockdown of PKCμ/δ, NF-κB, and CREB compromised PTX3 production. Meanwhile, PTX3 was found to be overexpressed/produced in nasal mucosa and discharge/secretion of the CRSsNP patients. Collectively, we first demonstrated here that PGN enhances PTX3 expression and release in nasal fibroblasts through TLR2, PI-PLC, PKCμ/δ, NF-κB, and CREB signaling pathways. The PTX3 is overexpressed in nasal mucosa and discharge/secretion of CRSsNP patients, revealing its possible importance in CRSsNP development and progression. Key messages: Long pentraxin 3 (PTX3) is highly expressed in nasal mucosa and discharge/secretion of patients of chronic rhinosinusitis without nasal polyps (CRSsNP). The bacteria cell wall component-peptidoglycan (PGN) causes PTX3 expression in CRSsNP nasal mucosa-derived fibroblasts, contributing to the PTX3 increase in tissues. PGN induces PTX3 expression through a previously known IκB/NF-κB and a novel PKCμ/δ and CREB signaling pathway. The PTX3 may be used as a biomarker for CRS. [ABSTRACT FROM AUTHOR]

Aim:Chemokines usually direct the movement of circulating leukocytes to sites of inflammation or injury. CXCL1/GRO-α has been shown to be upregulated in atherosclerotic lesions and various cancers. The aim of this study was to investigate the mechanisms underlying the TNF-α-induced release of CXCL1 from human vascular endothelial cells in vitro.Methods:Human umbilical vein endothelial cells (HUVECs) were treated with different proinflam-matory mediators and growth factors. CXCL1 expression and secretion were determined using RT-PCR and ELISA, respectively. TNF-α-induced cell signaling was assayed with Western blotting. Cell viability/growth was determined using MTT assay. Monocyte migration was measured with transwell migration assay.Results:Among the 17 mediators and growth factors tested, TNF-α, LPS and thrombin induced marked increase in CXCL1 release from HUVEC cells. TNF-α (2, 5 ng/mL) induced CXCL1 release and mRNA expression in the cells in concentration- and time-dependent manners. TNF-α (5 ng/mL) caused activation of JNK, p38 MAPK, PI3K and Akt, whereas pretreatment with JNK inhibitor (SP600125), p38 MAPK inhibitor (SB202190) or PI-3K inhibitor (LY294002) significantly suppressed TNF-α-induced CXCL1 release from the cells. But only SP600125 significantly reduced TNF-α-induced CXCL1 mRNA expression in the cells. Moreover, dexamethasone (up to 500 nmol/L) failed to affect TNF-α-induced CXCL1 release from the cells. In functional studies, recombinant CXCL1 enhanced HUVEC proliferation, and both recombinant CXCL1 and TNF-α-induced CXCL1 from HUVECs attracted human monocyte migration.Conclusion:TNF-α stimulates CXCL1 release from human ECs through JNK-mediated CXCL1 mRNA expression and p38 MAPK- and PI-3K-mediated CXCL1 secretory processes. [ABSTRACT FROM AUTHOR]

Matrix metalloproteinase-9 (MMP-9) plays a crucial role in pathological processes of brain inflammation, injury, and neurodegeneration. Thrombin has been known as a regulator of MMP-9 expression and cells migration. However, the mechanisms underlying thrombin-induced MMP-9 expression in rat brain astrocytes (RBA-1 cells) remain unclear. Here, we demonstrated that thrombin induced the expression of pro-form MMP-9 and migration of RBA-1 cells, which were inhibited by pretreatment with the inhibitor of Gq-coupled receptor (GPAnt2A), Gi/o-coupled receptor (GPAnt2), PC-PLC (D609), PI-PLC (U73122), Ca-ATPase (thapsigargin, TG), calmodulin (CaMI), CaMKII (KN62), PKC (Gö6976 or GF109203X), MEK1/2 (PD98059), p38 MAPK (SB202190), JNK1/2 (SP600125), or AP-1 (Tanshinone IIA) or the intracellular calcium chelator (BAPTA/AM) and transfection with siRNA of PKCα, Erk2, JNK1, p38 MAPK, c-Jun, or c-Fos. In addition, thrombin-induced elevation of intracellular Ca concentration was attenuated by PPACK (a thrombin inhibitor). Thrombin further induced CaMKII phosphorylation and PKCα translocation, which were inhibited by U73122, D609, KN62, TG, or BAPTA/AM. Thrombin also induced PKCα-dependent p42/p44 MAPK and JNK1/2, but not p38 MAPK activation. Finally, we showed that thrombin enhanced c-Fos expression and c-Jun phosphorylation. c-Fos mRNA levels induced by thrombin were reduced by PD98059, SP600125, and Gö6976, but not SB202190. Thrombin stimulated in vivo binding of c-Fos to the MMP-9 promoter, which was reduced by pretreatment with SP600125 or PD98059, but not SB202190. These results concluded that thrombin activated a PLC/Ca/CaMKII/PKCα/p42/p44 MAPK and JNK1/2 pathway, which in turn triggered AP-1 activation and ultimately induced MMP-9 expression in RBA-1 cells. [ABSTRACT FROM AUTHOR]

(-)-Epigallocatechin-3-gallate (EGCG), a constituent of green tea, has been extensively studied and shown to be a powerful antioxidant protecting skin cells against photodamage. In this study, however, we demonstrated that another gallated catechin, (-)-epicatechin-3-gallate (ECG), was also able to protect human keratinocytes against damage induced by ultraviolet A (UVA) light. We found that ECG dose-dependently inhibited UVA-induced keratinocyte death as determined by cell viability assay. Moreover, ECG had similar potency to EGCG in inhibiting UVA-induced cell death. Therefore, the mechanism of action of ECG was further investigated. As assayed by flow cytometry, UVA-induced hydrogen peroxide (H2O2) production in keratinocytes was inhibited by ECG in a concentration-dependent manner, suggesting that ECG can act as a free radical scavenger while keratinocytes were photodamaged. The scavenging effect of ECG was confirmed by the fact that ECG treatment attenuated cell damage induced by H2O2 and hypoxanthine-xanthine oxidase. In a parallel experiment, UVA-induced activation of extracellular signal-regulated kinase in keratinocytes was blocked by ECG. We provided here the first evidence that ECG is a potent protectant that protects keratinocytes from photodamage. Because ECG is abundant in green tea, we believe that this compound is beneficial for skin care. [ABSTRACT FROM AUTHOR]

Extracellular nucleotides, acting through P2-purinoceptors, have been implicated in the regulation of ion transport in epithelia, including Madin-Darby canine kidney (MDCK) cells. In this study, experiments were conducted to characterize the P2-purinoceptor subtype on MDCK cells responsible for stimulating inositol phosphate (IP) accumulation using a range of nucleotide analogues. In Ca2+- and Mg2+-free Krebs-Henseleit solution (KHS), ATP, UTP, and ATPγS caused an increase in IP accumulation as a function of concentration with comparable kinetics. The order of potency for the nucleotide analogues was UTP = ATPγS > ATP = 2-chloro ATP (Cl-ATP) >> α,β-methylene ATP (α,β-MeATP) = 2-methylthio ATP (2MeSATP). Selective agonists for P1-, P2X- and P2Y-purinoceptors, such as N6-cyclopentyl adenosine, AMP, α,β-MeATP, and 2MeSATP, had little effect. Stimulation of MDCK cells with maximally effective concentrations of ATP and UTP showed no additive effect and furthermore, ATP, UTP, and ATPγS induced cross-desensitization of the IP response, suggesting that ATP and UTP act upon a common nucleotide receptor, i.e. a P2U-purinoceptor. In Ca2+- and Mg2+-containing KHS, the concentration-response curves of ATP, UTP, and ATPγS were shifted to the right of those obtained in Ca2+- and Mg2+-free buffer, and asymptotic maxima were not reached, indicating that ATP4- and not MgATP2- or CaATP2- was the active agonist. Pretreatment of MDCK cells with pertussis toxin (PTX) inhibited ATP- and UTP-induced IP accumulation in a concentration-dependent fashion but did not completely abolish the IP accumulation, indicating that a PTX-sensitive G protein was partially involved in the IP response. In conclusion, ATP- and UTP-stimulated IP accumulation in MDCK cells appears to be mediated through the activation of P2U-purinoceptors coupled to a G protein that is partially sensitive to PTX. A form of nucleotide uncomplexed with divalent ions such as ATP4- seems to be the preferential agonist form for the purinoceptors on MDCK cells. [ABSTRACT FROM AUTHOR]